Acessibilidade / Reportar erro

COVID 19 repercussions in ophthalmology: a narrative review

Abstract

BACKGROUND:

The new coronavirus of 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has spread globally and has repercussions within ophthalmological care. It has caused ocular manifestations in some patients, which can spread through eye secretions.

OBJECTIVES:

The purpose of this review was to summarize the currently available evidence on COVID-19 with regard to its implications for ophthalmology.

DESIGN AND SETTING:

Narrative review developed by a research group at Universidade Federal de São Paulo (UNIFESP), São Paulo (SP), Brazil, and at Ludwig-Maximilians-Universität, Munich, Germany.

METHODS:

We searched the literature on the repercussions of COVID-19 within ophthalmological care, using the MEDLINE and LILACS databases, with the keywords “COVID-19”, “ophthalmology” and “coronavirus”, from January 1, 2020, to March 27, 2021. Clinical trials, meta-analysis, randomized controlled trials, reviews and systematic reviews were identified.

RESULTS:

We retrieved 884 references, of which 42 were considered eligible for intensive review and critical analysis. Most of the studies selected reported the evidence regarding COVID-19 and its implications for ophthalmology.

CONCLUSIONS:

Knowledge of eye symptoms and ocular transmission of the virus remains incomplete. New clinical trials with larger numbers of patients may answer these questions in the future. Moreover, positively, implementation of innovative changes in medicine such as telemedicine and artificial intelligence may assist in diagnosing eye diseases and in training and education for students.

KEYWORDS (MeSH terms):
COVID-19; Ophthalmology; Coronavirus; Ophthalmologists; SARS-CoV-2

AUTHORS’ KEYWORDS:
Coronavirus disease 2019; Severe acute respiratory syndrome coronavirus 2; Corona viruses


INTRODUCTION

The outbreak of the new coronavirus (COVID-19) that started in Wuhan, China, has spread all over the world and has had a great impact on eye care.11. Huang C, Wang Y, Li X, et al. Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet. 2020;395(10223):497-506. PMID: 31986264; https://doi.org/10.1016/S0140-6736(20)30183-5.
https://doi.org/10.1016/S0140-6736(20)30...
It is a ribonucleic acid (RNA) virus, called severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which may have ocular manifestations in some patients.22. Wu P, Duan F, Luo C, et al. Characteristics of Ocular Findings of Patients With Coronavirus Disease 2019 (COVID-19) in Hubei Province, China. JAMA Ophthalmol. 2020;138(5):575-8. PMID: 32232433; https://doi.org/10.1001/jamaophthalmol.2020.1291.
https://doi.org/10.1001/jamaophthalmol.2...

This is a single-stranded RNA virus with a genome of about 30 kb in length. The RNA genome encodes its proteins. The proteins are spike protein S, membrane protein M, envelope protein E and nucleocapsid protein N. Protein S is responsible for attachment to host receptors; protein M helps to shape virus particles and their binding to the nucleocapsid; protein E acts in the assembly of particle release; and protein N acts on genome binding and replication.33. Seah I, Agrawal R. Can the Coronavirus Disease 2019 (COVID-19) Affect the Eyes? A Review of Coronaviruses and Ocular Implications in Humans and Animals. Ocul Immunol Inflamm. 2020;28(3):391-5. PMID: 32175797; https://doi.org/10.1080/09273948.2020.1738501.
https://doi.org/10.1080/09273948.2020.17...

The new coronavirus shows 96% genetic similarity to the bat-type coronavirus SARS BatCovRaTG13, and its spike surface protein (S) binds to angiotensin-converting enzyme 2 (ACE2) on the cell surface. ACE2 expression can be found in respiratory, intestinal, renal, cardiac and immune cells. Its main transmission routes are through respiratory droplets, fomites and fecal-oral routes. Some patients have had an episode of conjunctivitis before pneumonia, thus raising the hypothesis that the ocular mucosa is a possible transmission route for SARS-CoV-2, since the cornea and conjunctiva show expression of the ACE2 receptor, which is responsible for entry of the virus cells.44. Lu CW, Liu XF, Jia ZF. 2019-nCoV transmission through the ocular surface must not be ignored. Lancet. 2020;395(10224):e39. PMID: 32035510; https://doi.org/10.1016/S0140-6736(20)30313-5.
https://doi.org/10.1016/S0140-6736(20)30...
Presence of the ACE2 infection receptor in the aqueous humor of humans has also been described.55. Manigandan S, Wu MT, Ponnusamy VK, et al. A systematic review on recent trends in transmission, diagnosis, prevention and imaging features of COVID-19. Process Biochem. 2020;98:233-40. PMID: 32843849; https://doi.org/10.1016/j.procbio.2020.08.016.
https://doi.org/10.1016/j.procbio.2020.0...
ACE2 is a crucial receptor for SARS-CoV-2 in vivo: in an experiment on mice, an injection of SARS-CoV spike worsened acute lung failure in vivo, which was then attenuated by blocking the renin-angiotensin pathway.66. Li W, Moore MJ, Vasilieva N, et al. Angiotensin-converting enzyme 2 is a functional receptor for the SARS coronavirus. Nature. 2003;426(6965):450-4. PMID: 14647384; https://doi.org/10.1038/nature02145.
https://doi.org/10.1038/nature02145...
,77. Aiello F, Gallo Afflitto G, Mancino R, et al. Coronavirus disease 2019 (SARS-CoV-2) and colonization of ocular tissues and secretions: a systematic review. Eye (Lond). 2020;34(7):1206-11. PMID: 32424327; https://doi.org/10.1038/s41433-020-0926-9.
https://doi.org/10.1038/s41433-020-0926-...

OBJECTIVE

The objective of this narrative review was to summarize the currently available evidence on COVID-19 with regard to its implications for ophthalmology.

METHODS

We conducted a review of the literature considering the period from January 1, 2020, to March 27, 2021. We used the MEDLINE database (via PubMed) and LILACS (via Virtual Health Library) to identify relevant articles on the repercussions of COVID-19 within ophthalmological care, without restrictions on languages. Different combinations of keywords and MeSH terms were used as search strategies in order to ensure a broad search strategy: “ophthalmology”, “COVID-19” and “coronavirus”. The titles and abstracts of citations identified through these search strategies were screened for eligibility. We selected the main articles that reported on ophthalmological manifestations of coronavirus and how the pandemic was impacting ophthalmological care and education. We also selected articles that presented alternative solutions for eye care, such as the use of telemedicine and artificial intelligence. The details of the search strategy are shown in Table 1.

Table 1
Details of the search strategy

RESULTS

From the search in the databases, two clinical trials, 11 meta-analyses, one randomized controlled trial, 158 reviews and 27 systematic reviews were identified. After screening the titles and abstracts, removing duplicates and screening the citations, 42 studies were considered eligible for critical analysis. The article selection process is detailed in Figure 1.

Figure 1
Flow diagram of the study selection process.

Ophthalmological manifestations

The main symptom reported by infected patients was viral conjunctivitis (hyperemia, eye pain, photophobia and tearing), which lasted for 2 to 24 days (average of 6 days). The incubation period for this viral infection is 2 to 14 days.88. Cao K, Kline B, Han Y, Ying GS, Wang NL. Current Evidence of 2019 Novel Coronavirus Disease (COVID-19) Ocular Transmission: A Systematic Review and Meta-Analysis. Biomed Res Int. 2020;2020:7605453. PMID: 33134387; https://doi.org/10.1155/2020/7605453” https://doi.org/10.1155/2020/7605453.
https://doi.org/10.1155/2020/7605453http...

In a study conducted among a total of 535 patients with COVID-19, 5.0% had conjunctival congestion, 29.6% had conjunctival discharge, 22.2% had watery eyes and 18.5% had ocular pain. Eye symptoms were usually present in patients with more severe symptoms of the disease. In that study, no viral nucleic acid was detected in the conjunctival swabs taken from the patients.99. Chen L, Deng C, Chen X, et al. Ocular manifestations and clinical characteristics of 535 cases of COVID-19 in Wuhan, China: a cross-sectional study. Acta Ophthalmol. 2020;98(8):e951-e959. PMID: 32421258; https://doi.org/10.1111/aos.14472.
https://doi.org/10.1111/aos.14472...
In another study on 1,099 patients, presence of conjunctival congestion was detected in 0.8% of the patients. Conjunctivitis in these patients usually has follicles and mucoid secretion.1010. Khavandi S, Tabibzadeh E, Naderan M, Shoar S. Corona virus disease-19 (COVID-19) presenting as conjunctivitis: atypically high-risk during a pandemic. Cont Lens Anterior Eye. 2020;43(3):211-2. PMID: 32354654; https://doi.org/10.1016/j.clae.2020.04.010.
https://doi.org/10.1016/j.clae.2020.04.0...
,1111. Guan WJ, Ni ZY, Hu Y, et al. Clinical Characteristics of Coronavirus Disease 2019 in China. N Engl J Med. 2020;382(18):1708-20. PMID: 32109013; https://doi.org/10.1056/NEJMoa2002032.
https://doi.org/10.1056/NEJMoa2002032...
Children can be affected by conjunctivitis, as well as adults, and they may present a picture of eyelid dermatitis.1212. Wu P, Liang L, Chen C, Nie S. A child confirmed COVID-19 with only symptoms of conjunctivitis and eyelid dermatitis. Graefes Arch Clin Exp Ophthalmol. 2020;258(7):1565-6. PMID: 32333104; https://doi.org/10.1007/s00417-020-04708-6.
https://doi.org/10.1007/s00417-020-04708...
The viral load of conjunctival sac secretions in patients with COVID-19 is relatively low and is usually proportional to the severity of the disease.1313. Liang L, Wu P. There may be virus in conjunctival secretion of patients with COVID-19. Acta Ophthalmol. 2020;98(3):223. PMID: 32189460; https://doi.org/10.1111/aos.14413.
https://doi.org/10.1111/aos.14413...

Xia et al. reported that SARS-CoV-2 existed only in the conjunctival and lacrimal secretions of a patient with conjunctivitis and that patients without ocular manifestations would not be a source of infection via this transmission route.1414. Xia J, Tong J, Liu M, Shen Y, Guo D. Evaluation of coronavirus in tears and conjunctival secretions of patients with SARS-CoV-2 infection. J Med Virol. 2020;92(6):589-94. PMID: 32100876; https://doi.org/10.1002/ jmv.25725.
https://doi.org/10.1002/jmv.25725...
However, another study demonstrated the presence of the virus in the eye secretions of patients without conjunctivitis.1515. Xie HT, Jiang SY, Xu KK, et al. SARS-CoV-2 in the ocular surface of COVID-19 patients. Eye Vis (Lond). 2020;7:23. PMID: 32355863; https:// doi.org/10.1186/s40662-020-00189-0.
https://doi.org/10.1186/s40662-020-00189...
Therefore, ophthalmological examinations need to be carried out in a ventilated place and all possible measures should be taken to avoid cross-infection among ophthalmic patients. Patients should be advised not to touch their eyes because of the risk of contamination by the virus. The recommended treatment for viral conjunctivitis is supportive, and most cases are self-limiting. However, some recommendations for decreasing transmission rates should be followed, such as frequent hand washing and avoidance of touching one’s eyes.

The coronavirus epidemic has changed the criteria for corneal donation in some countries. In these, exclusion of suspected or confirmed cases has been started.1616. Cheung SSL, Wong CYK, Chan JCK, et al. Ophthalmology in the time of COVID-19: experience from Hong Kong Eye Hospital. Int J Ophthalmol. 2020;13(6):851-9. PMID: 32566494; https://doi.org/10.18240/ ijo.2020.06.01.
https://doi.org/10.18240/ijo.2020.06.01...
Coronavirus patients may present with hyperreflective lesions at the level of ganglion cells and in the inner plexiform layer. This condition may be associated with hemorrhages and cottony exudates.1717. Marinho PM, Marcos AAA, Romano AC, Nascimento H, Belfort R Jr. Retinal findings in patients with COVID-19. Lancet. 2020;395(10237):1610. PMID: 32405105; https://doi.org/10.1016/ S0140-6736(20)31014-X.
https://doi.org/10.1016/S0140-6736(20)31...
Cases of changes in ocular motility after coronavirus infection have been described.1818. Dinkin M, Gao V, Kahan J, et al. COVID-19 presenting with ophthalmoparesis from cranial nerve palsy. Neurology. 2020;95(5):221-3. PMID: 32358218; https://doi.org/10.1212/WNL.0000000000009700.
https://doi.org/10.1212/WNL.000000000000...
Clinical findings such as conjunctivitis, retinitis, anterior uveitis and optic neuritis have been recognized in animal models. Thus, awareness of these possible manifestations in humans is needed.1919. Haake C, Cook S, Pusterla N, Murphy B. Coronavirus Infections in Companion Animals: Virology, Epidemiology, Clinical and Pathologic Features. Viruses. 2020;12(9):1023. PMID: 32933150; https://doi.org/10.3390/v12091023.
https://doi.org/10.3390/v12091023...

Ophthalmological services

Because ophthalmological care is administered close to patients’ faces, ophthalmologists are exposed to tears and eye discharges. These medical specialists are therefore at high risk of contracting COVID-19. Protective measures for the mouth, nose and eyes need to be implemented, with use of personal protective equipment (N95, FFP2 or FFP3 masks, goggles and face shields).

Reduction of the number of patients scheduled should be sought, along with greater distance (at least 1.5 meters) between patients in the waiting room. Online prescription programs for patients can be implemented. Patients should have their temperature measured before entering the doctor’s office and must wear a mask for the entire period of stay in the doctor’s office. If the patient’s temperature is above 37.5 °C, the appointment should be postponed unless it is an eye emergency.

The examination room needs to be well ventilated, and the ophthalmic devices should be disinfected immediately after use, with 0.1% sodium hypochlorite or 70% ethanol for at least one minute before and after examination of the patient. Use of a non-contact tonometer should be avoided because of the micro-aerosols that are generated. The tips of the Goldman tonometer need to be disinfected.2020. Inomata T, Kitazawa K, Kuno T, et al. Clinical and Prodromal Ocular Symptoms in Coronavirus Disease: A Systematic Review and Meta-Analysis. Invest Ophthalmol Vis Sci. 2020;61(10):29. PMID: 32797198; https://doi.org/10.1167/iovs.61.10.29.
https://doi.org/10.1167/iovs.61.10.29...
,2121. Ling XC, Kang EY, Lin JY, et al. Ocular manifestation, comorbidities, and detection of severe acute respiratory syndrome-coronavirus 2 from conjunctiva in coronavirus disease 2019: A systematic review and meta-analysis. Taiwan J Ophthalmol. 2020;10(3):153-66. PMID: 33110745; https://doi.org/10.4103/tjo.tjo_53_20.
https://doi.org/10.4103/tjo.tjo_53_20...

Examinations using direct ophthalmoscopy should be avoided due to the proximity to the patient. This can be replaced by retinography, which allows greater distancing from the patient. Acrylic shields need to be installed in the slit lamp, so as to reduce contact with aerosols generated by patients. Ophthalmological examinations should be conducted as soon as possible. Elective procedures should be postponed during this period. Emergency surgery for infected patients should be performed preferably in operating rooms with negative pressure. Moreover, surgery with general anesthesia should be avoided, given that intubation can generate an aerosol.

So far, there is no evidence to contraindicate use of contact lenses by patients. However, because it is known that the virus can be isolated in tears and conjunctiva, it is advisable to avoid adaptation to contact lenses during this period. The main objectives of these measures are to minimize cross-infection between employees and patients, and to ensure a safe working environment.

Telemedicine

The training of ophthalmology students has been greatly affected during the pandemic period, since most appointments and elective surgeries have been canceled.2222. Wong TY, Bandello F. Academic Ophthalmology during and after the COVID-19 Pandemic. Ophthalmology. 2020;127(8):e51-e52. PMID: 32359842; https://doi.org/10.1016/j.ophtha.2020.04.029.
https://doi.org/10.1016/j.ophtha.2020.04...
Telemedicine with use of distance training has become an option for training clinical staff during this period. The teleguidance for ophthalmological patients has also been used, with the aims of correctly directing emergencies to hospitals and preventing patients from unnecessarily looking for hospitals, which might increase their risk of contamination. During this period, use of training models and simulators has proven to be useful in training these students for surgery and eye examination.2323. Kumar A, Agarwal D, Nayak S. Commentary: Improving training in retina in Indian residency programmes. Indian J Ophthalmol. 2019;67(11):1819-20. PMID: 31638040; https://doi.org/10.4103/ijo.IJO_1441_19.
https://doi.org/10.4103/ijo.IJO_1441_19...
,2424. Dos Santos Martins TG, de Azevedo Costa ALF, Martins RV, Schor P. A Teaching Model for the Bruckner Test: Improving Screening for Congenital Cataract. Insight. 2017;42(1):33-4. PMID: 30074692.,2525. Martins TG, Costa ALF, Helene O, et al. Training of direct ophthalmoscopy using models. Clin Teach. 2017;14(6):423-6. PMID: 28401735; https:// doi.org/10.1111/tct.12641.
https://doi.org/10.1111/tct.12641...

Patients can also be assisted through teleophthalmology, which can be improved with appropriate training for healthcare professionals. Quality images can be captured and sent to ophthalmologists in other locations. In special pandemic situations, some images can even be captured by patients using smartphones.2626. MacIntyre CR. On a knife’s edge of a COVID-19 pandemic: is containment still possible? Public Health Res Pract. 2020;30(1):3012000. PMID: 32152612; https://doi.org/10.17061/phrp3012000.
https://doi.org/10.17061/phrp3012000...
,2727. de Araujo AL, Rados DRV, Szortyka AD, et al. Ophthalmic image acquired by ophthalmologists and by allied health personnel as part of a telemedicine strategy: a comparative study of image quality. Eye (Lond). 2020. PMID: 32555520; https://doi.org/10.1038/ s41433-020-1035-5.
https://doi.org/10.1038/s41433-020-1035-...
The COVID-19 pandemic has transformed some leading telehealth platforms, which have reported that virtual visits by patients have increased by between 257% and 700%.2828. Rosenbaum L. The coronavirus has created a surge of telemedicine demand. GoodRx now lets consumers compare services. Forbes.com. [Internet] Mar 26, 2020. Available from: https://www.forbes.com/sites/leahrosenbaum/2020/03/26/the-coronavirus-has-created-a-surge-of-telemedicine-demand-goodrx-now-lets-consumers-compare-services/?sh=3dfd048947f5. Accessed in 2021 (Mar 4).
https://www.forbes.com/sites/leahrosenba...

For evaluation of macular diseases, there are applications and devices to monitor the central 10 degrees of the field of view, such as the hyperacuity perimeter ForSee device (Notal Vision).2929. Saleem SM, Pasquale LR, Sidoti PA, Tsai JC. Virtual Ophthalmology: Telemedicine in a COVID-19 Era. Am J Ophthalmol. 2020;216:237-42. PMID: 32360862; https://doi.org/10.1016/j.ajo.2020.04.029.
https://doi.org/10.1016/j.ajo.2020.04.02...
There are already smartphones capable of capturing images of the retina, but they have not yet been designed for patients to use at home.3030. Parikh D, Armstrong G, Liou V, Husain D. Advances in Telemedicine in Ophthalmology. Semin Ophthalmol. 2020;35(4):210-5. PMID: 32644878; https://doi.org/10.1080/08820538.2020.1789675..
https://doi.org/10.1080/08820538.2020.17...

During this period of global health emergency, rapid communication and international collaboration are essential, in order to achieve better outcomes from the pandemic, and telemedicine has collaborated in this process. Teleophthalmology plays an important role in rural areas and in places with few specialists, but during this pandemic it has become useful even in areas with enough ophthalmologists, in order to promote social isolation and reduce the rate of virus transmission.

Artificial intelligence

In this scenario of difficult access to eye care, artificial intelligence seems to be an alternative for facilitating the diagnosis and monitoring eye diseases. Through the development of artificial intelligence, it has become possible to develop algorithms that are able to identify lesions in ophthalmic examinations without human intervention. This enables analysis of the large amounts of data that are generated, in an automatically supervised, semi-supervised or unsupervised manner. Development of algorithms with real-time cloud database analysis may be useful for controlling and monitoring eye diseases. Thus, incorporation of machine-learning technology in ophthalmology can improve medical care for the population in regions with limited medical resources, thereby reducing some social inequalities that already existed before the coronavirus epidemic and became more evident.

Development of algorithms in smartphone applications helps in identifying contacts with contaminated people (contact tracing). These algorithms cross-reference information about patients’ locations and symptoms. They are responsible for notifying people who have been in contact with infected individuals regarding the need for quarantine, so as to reduce the risk of spreading contamination across society. Artificial intelligence is providing new ways to enable contact tracking, through using Bluetooth to track nearby phones, keep records of these contacts and alert people to others with whom they have been in contact. An individual can test positive and then the algorithms start a cascade of notifications from all recent contacts. Alternatively, an individual may be notified that he was in the vicinity of another anonymous person who tested positive. This big data can be used by public healthcare systems. Some problems still need to be overcome, such as maintaining data confidentiality and the fact that not all people have smartphones and internet access.3131. Sommer AC, Blumenthal EZ. Telemedicine in ophthalmology in view of the emerging COVID-19 outbreak. Graefes Arch Clin Exp Ophthalmol. 2020;258(11):2341-52. PMID: 32813110; https://doi.org/10.1007/s00417-020-04879-2.
https://doi.org/10.1007/s00417-020-04879...
,3232. Khanna RC, Cicinelli MV, Gilbert SS, Honavar SG, Murthy GSV. COVID-19 pandemic: Lessons learned and future directions. Indian J Ophthalmol. 2020;68(5):703-10. PMID: 32317432; https://doi.org/10.4103/ijo. IJO_843_20.
https://doi.org/10.4103/ijo.IJO_843_20...
,3333. Martins TGDS, Costa ALFA. A new way to communicate science in the era of Big Data and citizen science. Einstein (Sao Paulo). 2017;15(4):523. PMID: 29364372; https://doi.org/10.1590/S1679-45082017CE4280.
https://doi.org/10.1590/S1679-45082017CE...
,3434. Li JO, Liu H, Ting DSJ, et al. Digital technology, tele-medicine and artificial intelligence in ophthalmology: A global perspective. Prog Retin Eye Res. 2020:100900. PMID: 32898686; https://doi.org/10.1016/j. preteyeres.2020.100900.
https://doi.org/10.1016/j.preteyeres.202...
,3535. Martins TGDS, Francisco Kuba MC, Martins TGDS. Teaching Ophthalmology for Machines. Open Ophthalmol J. 2018;12:127-9. PMID: 30069266; https://doi.org/10.2174/1874364101812010127.
https://doi.org/10.2174/1874364101812010...
In China, the Alipay Health app on Alipay indicates the possibility of getting around a city, based on three categories: green (without restrictions), yellow (7-day quarantine) and red (14-day quarantine).3636. Abeler J, Bäcker M, Buermeyer U, Zillessen H. COVID-19 Contact Tracing and Data Protection Can Go Together. JMIR Mhealth Uhealth. 2020;8(4):e19359. PMID: 32294052; https://doi.org/10.2196/19359.
https://doi.org/10.2196/19359...
An application developed in South Korea warns people by text message if they were close to people diagnosed with COVID-19.3737. Kwon S. COVID-19: Lessons from South Korea. Health System Global. [Internet] 31 March 2020. Available from: https://healthsystemsglobal.org/news/covid-19-lessons-from-south-korea/. Accessed in 2021 (Mar 4).
https://healthsystemsglobal.org/news/cov...
In Italy, the application “Immuni” combines clinical information with the possible contacts of infected people.3838. Immuni: Italy’s Coronavirus-tracking App. Leaders League. 21-04-2020. Available from: https://www.leadersleague.com/en/news/immuniitaly-s-coronavirus-tracking-app. Accessed in 2021 (Mar 4).
https://www.leadersleague.com/en/news/im...

The WellAI COVID-19 app uses deep neural networks to learn from a big dataset about COVID-19 and to summarize existing knowledge. These algorithms are based on unsupervised learning.3939. Hope T, Portenoy J, Vasan K, et al. SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific search. bioRxiv. 2020.05.23. 112284. https://doi.org/10.1101/2020.05.23.112284.
https://doi.org/10.1101/2020.05.23.11228...
SciSight is an algorithm that uses artificial intelligence to explore associations between concepts that appear in the COVID-19 dataset. It is available at https://SciSight.apps.allenai.org/.4040. Allen Institute for AI. SciSight is a tool for exploring the evolving network of science in the COVID-19 Open Research Dataset, from Semantic Scholar at the Allen Institute for AI. Available from: https://scisight.apps.allenai.org/. Accessed in 2021 (Mar 4)
https://scisight.apps.allenai.org/...
These algorithms and large databases (big data) are valuable within research and development relating to medical knowledge. Artificial intelligence tools are expected to accelerate development of the diagnosis, treatment and prevention of COVID-19, at a time when humanity needs rapid responses in order to minimize the damage of the pandemic.

DISCUSSION

The COVID 19 epidemic has had a major impact on the volume of eye care. The reduction in the volume of care that has occurred has hindered the teaching of ophthalmology residents and the follow-up of several ophthalmic diseases. Use of technology in telemedicine and development of artificial intelligence algorithms can reduce the impact of COVID-19 on the care of ophthalmic patients.4141. Babu N, Kohli P, Mishra C, et al. To evaluate the effect of COVID-19 pandemic and national lockdown on patient care at a tertiary-care ophthalmology institute. Indian J Ophthalmol. 2020;68(8):1540-4. PMID: 32709770; https://doi.org/10.4103/ijo.IJO_1673_20.
https://doi.org/10.4103/ijo.IJO_1673_20...

The policies of lockdown and social distancing have hindered the ophthalmological follow-up of many patients. Many elective eye surgeries have been canceled and treatments for many patients have been delayed.4242. Ting DSJ, Deshmukh R, Said DG, Dua HS. The impact of COVID-19 pandemic on ophthalmology services: are we ready for the aftermath? Ther Adv Ophthalmol. 2020;12:2515841420964099. PMID: 33283153; https://doi.org/10.1177/2515841420964099.
https://doi.org/10.1177/2515841420964099...
During the period of greatest social isolation, some hospitals even reported a reduction of 63% in the number of ophthalmological consultations and 67% in the number of surgeries. On the other hand, they reported an increase of 1800% in the number of telemedicine consultations.4242. Ting DSJ, Deshmukh R, Said DG, Dua HS. The impact of COVID-19 pandemic on ophthalmology services: are we ready for the aftermath? Ther Adv Ophthalmol. 2020;12:2515841420964099. PMID: 33283153; https://doi.org/10.1177/2515841420964099.
https://doi.org/10.1177/2515841420964099...
The impact on the population’s eye health can only be clarified through future studies that may document what this loss of ophthalmological monitoring may have caused.

The period of social isolation and the large number of deaths caused by the coronavirus pandemic have caused a major change to the mental health of ophthalmologists. The numbers of psychiatric complaints among them, such as depression, anxiety and insomnia, have increased.4343. Khanna RC, Honavar SG, Metla AL, Bhattacharya A, Maulik PK. Psychological impact of COVID-19 on ophthalmologists-in-training and practising ophthalmologists in India. Indian J Ophthalmol. 2020;68(6):994-8. PMID: 32461412; https://doi.org/10.4103/ijo. IJO_1458_20.
https://doi.org/10.4103/ijo.IJO_1458_20...
Since ophthalmologists perform examinations very close to patients’ faces, they are at high risk of contamination. In a survey conducted at Moorfields Eye Hospital, 80% of the ophthalmologists were found to be at high risk of contamination by coronavirus.4444. Minocha A, Sim SY, Than J, Vakros G. Survey of ophthalmology practitioners in A&E on current COVID-19 guidance at three Major UK Eye Hospitals. Eye (Lond). 2020;34(7):1243-5. PMID: 32265510; https:// doi.org/10.1038/s41433-020-0857-5.
https://doi.org/10.1038/s41433-020-0857-...
The main concerns were the lack of adequate protective masks and the risk of contaminating family members. Many patients have reported fear of loss of vision during the pandemic due to loss of eye care.4545. Ting DSJ, Krause S, Said DG, Dua HS. Psychosocial impact of COVID-19 pandemic lockdown on people living with eye diseases in the UK. Eye (Lond). 2020:1-3. PMID: 32778740; https://doi.org/10.1038/s41433-020-01130-4.
https://doi.org/10.1038/s41433-020-01130...
Thus, not only is patients’ health impaired through social isolation, but also ophthalmologists’ health is impaired through the risk of contamination and mental health problems.

The new forms of assistance by means of telemedicine and with the use of artificial intelligence have limitations in countries that do not have an adequate internet infrastructure and where the population does not have access to this technology.4646. Kilduff CL, Thomas AA, Dugdill J, et al. Creating the Moorfields’ virtual eye casualty: video consultations to provide emergency teleophthalmology care during and beyond the COVID-19 pandemic. BMJ Health Care Inform. 2020;27(3):e100179. PMID: 32796085; https://doi.org/10.1136/ bmjhci-2020-100179.
https://doi.org/10.1136/bmjhci-2020-1001...

However, a study has shown that most patients like this new form of telemedicine care. Thus, this new service can continue to be used even after the end of the coronavirus pandemic.4747. Kang S, Thomas PBM, Sim DA, et al. Oculoplastic video-based telemedicine consultations: Covid-19 and beyond. Eye (Lond). 2020;34(7):1193-5. PMID: 32398851; https://doi.org/10.1038/s41433-020-0953-6.
https://doi.org/10.1038/s41433-020-0953-...
Telemedicine consultations can reduce the number of unnecessary consultations with ophthalmologists. This reduces the risk of infection, reduces the cost of healthcare and increases the degree of patient satisfaction.

Future perspectives

Because COVID-19 is a new virus, further studies will be needed to characterize the main ophthalmological symptoms and whether the ocular route can provide a gateway for the virus, as a primary infection site. Through new studies, more can be learned about the pathophysiology of this disease and a better theoretical basis for better orientation of the population can be established. Development of new artificial intelligence algorithms and devices for capturing ophthalmological images, which can be used by patients themselves, can facilitate the monitoring of ophthalmic diseases in areas with few specialists or in situations that require social isolation, such as epidemics.4848. Ting DSJ, Foo VH, Yang LWY, et al. Artificial intelligence for anterior segment diseases: Emerging applications in ophthalmology. Br J Ophthalmol. 2021;105(2):158-68. PMID: 32532762; https://doi.org/10.1136/bjophthalmol-2019-315651.
https://doi.org/10.1136/bjophthalmol-201...
,4949. Holmberg OG, Köhler ND, Martins T, et al. Self-supervised retinal thickness prediction enables deep learning from unlabelled data to boost classification of diabetic retinopathy. Nat Mach Intell. 2020;2:719-26. https://doi.org/10.1038/s42256-020-00247-1.
https://doi.org/10.1038/s42256-020-00247...
,5050. Gunn PJG, Marks JR, Au L, et al. Acceptability and use of glaucoma virtual clinics in the UK: a national survey of clinical leads. BMJ Open Ophthalmol. 2018;3(1):e000127. PMID: 29657981; https://doi.org/10.1136/bmjophth-2017-000127.
https://doi.org/10.1136/bmjophth-2017-00...
,5151. Silverstein E, Williams JS, Brown JR, Bylykbashi E, Stinnett SS. Teleophthalmology: Evaluation of Phone-based Visual Acuity in a Pediatric Population. Am J Ophthalmol. 2021;221:199-206. PMID: 32791067; https://doi.org/10.1016/j.ajo.2020.08.007.
https://doi.org/10.1016/j.ajo.2020.08.00...
Academic medical centers should take this opportunity to modify their curricula, including training in data science, computing, virtual reality and telemedicine. The expectation is that, with increasing levels of vaccination in the population, eye care and the number of surgeries will be able to return to normal within a short time.5252. Eyal N, Lipsitch M, Smith PG. Human Challenge Studies to Accelerate Coronavirus Vaccine Licensure. J Infect Dis. 2020;221(11):1752-6. PMID: 32232474; https://doi.org/10.1093/infdis/jiaa152.
https://doi.org/10.1093/infdis/jiaa152...

Strengths and limitations

The articles included in this review generated heterogeneous data because of the diversity in the design of the studies (clinical trials, meta-analysis, randomized controlled trials, reviews and systematic reviews). The main limitation of this review was the lack of tools for methodological assessment of the reviews. This narrative review does not provide quantitative answers to specific questions about the ophthalmic manifestations of coronavirus. The selection of studies and the interpretation of information may have been influenced by the authors’ subjectivity.

CONCLUSION

Since 2002, coronaviruses have seemed to pose a continuous threat to humanity, such that there is a need to always be on the lookout for new outbreaks. Knowledge of eye symptoms and ocular transmission of the virus remains incomplete. New clinical trials with larger numbers of patients may answer these questions in the future. Moreover, positively, implementation of innovative changes in medicine such as telemedicine and artificial intelligence may assist in diagnosing eye diseases and in training and education for students.

REFERENCES

  • 1
    Huang C, Wang Y, Li X, et al. Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet. 2020;395(10223):497-506. PMID: 31986264; https://doi.org/10.1016/S0140-6736(20)30183-5.
    » https://doi.org/10.1016/S0140-6736(20)30183-5
  • 2
    Wu P, Duan F, Luo C, et al. Characteristics of Ocular Findings of Patients With Coronavirus Disease 2019 (COVID-19) in Hubei Province, China. JAMA Ophthalmol. 2020;138(5):575-8. PMID: 32232433; https://doi.org/10.1001/jamaophthalmol.2020.1291.
    » https://doi.org/10.1001/jamaophthalmol.2020.1291
  • 3
    Seah I, Agrawal R. Can the Coronavirus Disease 2019 (COVID-19) Affect the Eyes? A Review of Coronaviruses and Ocular Implications in Humans and Animals. Ocul Immunol Inflamm. 2020;28(3):391-5. PMID: 32175797; https://doi.org/10.1080/09273948.2020.1738501.
    » https://doi.org/10.1080/09273948.2020.1738501
  • 4
    Lu CW, Liu XF, Jia ZF. 2019-nCoV transmission through the ocular surface must not be ignored. Lancet. 2020;395(10224):e39. PMID: 32035510; https://doi.org/10.1016/S0140-6736(20)30313-5.
    » https://doi.org/10.1016/S0140-6736(20)30313-5
  • 5
    Manigandan S, Wu MT, Ponnusamy VK, et al. A systematic review on recent trends in transmission, diagnosis, prevention and imaging features of COVID-19. Process Biochem. 2020;98:233-40. PMID: 32843849; https://doi.org/10.1016/j.procbio.2020.08.016.
    » https://doi.org/10.1016/j.procbio.2020.08.016
  • 6
    Li W, Moore MJ, Vasilieva N, et al. Angiotensin-converting enzyme 2 is a functional receptor for the SARS coronavirus. Nature. 2003;426(6965):450-4. PMID: 14647384; https://doi.org/10.1038/nature02145.
    » https://doi.org/10.1038/nature02145
  • 7
    Aiello F, Gallo Afflitto G, Mancino R, et al. Coronavirus disease 2019 (SARS-CoV-2) and colonization of ocular tissues and secretions: a systematic review. Eye (Lond). 2020;34(7):1206-11. PMID: 32424327; https://doi.org/10.1038/s41433-020-0926-9.
    » https://doi.org/10.1038/s41433-020-0926-9
  • 8
    Cao K, Kline B, Han Y, Ying GS, Wang NL. Current Evidence of 2019 Novel Coronavirus Disease (COVID-19) Ocular Transmission: A Systematic Review and Meta-Analysis. Biomed Res Int. 2020;2020:7605453. PMID: 33134387; https://doi.org/10.1155/2020/7605453” https://doi.org/10.1155/2020/7605453.
    » https://doi.org/10.1155/2020/7605453» https://doi.org/10.1155/2020/7605453
  • 9
    Chen L, Deng C, Chen X, et al. Ocular manifestations and clinical characteristics of 535 cases of COVID-19 in Wuhan, China: a cross-sectional study. Acta Ophthalmol. 2020;98(8):e951-e959. PMID: 32421258; https://doi.org/10.1111/aos.14472.
    » https://doi.org/10.1111/aos.14472
  • 10
    Khavandi S, Tabibzadeh E, Naderan M, Shoar S. Corona virus disease-19 (COVID-19) presenting as conjunctivitis: atypically high-risk during a pandemic. Cont Lens Anterior Eye. 2020;43(3):211-2. PMID: 32354654; https://doi.org/10.1016/j.clae.2020.04.010.
    » https://doi.org/10.1016/j.clae.2020.04.010
  • 11
    Guan WJ, Ni ZY, Hu Y, et al. Clinical Characteristics of Coronavirus Disease 2019 in China. N Engl J Med. 2020;382(18):1708-20. PMID: 32109013; https://doi.org/10.1056/NEJMoa2002032.
    » https://doi.org/10.1056/NEJMoa2002032
  • 12
    Wu P, Liang L, Chen C, Nie S. A child confirmed COVID-19 with only symptoms of conjunctivitis and eyelid dermatitis. Graefes Arch Clin Exp Ophthalmol. 2020;258(7):1565-6. PMID: 32333104; https://doi.org/10.1007/s00417-020-04708-6.
    » https://doi.org/10.1007/s00417-020-04708-6
  • 13
    Liang L, Wu P. There may be virus in conjunctival secretion of patients with COVID-19. Acta Ophthalmol. 2020;98(3):223. PMID: 32189460; https://doi.org/10.1111/aos.14413.
    » https://doi.org/10.1111/aos.14413
  • 14
    Xia J, Tong J, Liu M, Shen Y, Guo D. Evaluation of coronavirus in tears and conjunctival secretions of patients with SARS-CoV-2 infection. J Med Virol. 2020;92(6):589-94. PMID: 32100876; https://doi.org/10.1002/ jmv.25725.
    » https://doi.org/10.1002/jmv.25725
  • 15
    Xie HT, Jiang SY, Xu KK, et al. SARS-CoV-2 in the ocular surface of COVID-19 patients. Eye Vis (Lond). 2020;7:23. PMID: 32355863; https:// doi.org/10.1186/s40662-020-00189-0.
    » https://doi.org/10.1186/s40662-020-00189-0
  • 16
    Cheung SSL, Wong CYK, Chan JCK, et al. Ophthalmology in the time of COVID-19: experience from Hong Kong Eye Hospital. Int J Ophthalmol. 2020;13(6):851-9. PMID: 32566494; https://doi.org/10.18240/ ijo.2020.06.01.
    » https://doi.org/10.18240/ijo.2020.06.01
  • 17
    Marinho PM, Marcos AAA, Romano AC, Nascimento H, Belfort R Jr. Retinal findings in patients with COVID-19. Lancet. 2020;395(10237):1610. PMID: 32405105; https://doi.org/10.1016/ S0140-6736(20)31014-X.
    » https://doi.org/10.1016/S0140-6736(20)31014-X
  • 18
    Dinkin M, Gao V, Kahan J, et al. COVID-19 presenting with ophthalmoparesis from cranial nerve palsy. Neurology. 2020;95(5):221-3. PMID: 32358218; https://doi.org/10.1212/WNL.0000000000009700.
    » https://doi.org/10.1212/WNL.0000000000009700
  • 19
    Haake C, Cook S, Pusterla N, Murphy B. Coronavirus Infections in Companion Animals: Virology, Epidemiology, Clinical and Pathologic Features. Viruses. 2020;12(9):1023. PMID: 32933150; https://doi.org/10.3390/v12091023.
    » https://doi.org/10.3390/v12091023
  • 20
    Inomata T, Kitazawa K, Kuno T, et al. Clinical and Prodromal Ocular Symptoms in Coronavirus Disease: A Systematic Review and Meta-Analysis. Invest Ophthalmol Vis Sci. 2020;61(10):29. PMID: 32797198; https://doi.org/10.1167/iovs.61.10.29.
    » https://doi.org/10.1167/iovs.61.10.29
  • 21
    Ling XC, Kang EY, Lin JY, et al. Ocular manifestation, comorbidities, and detection of severe acute respiratory syndrome-coronavirus 2 from conjunctiva in coronavirus disease 2019: A systematic review and meta-analysis. Taiwan J Ophthalmol. 2020;10(3):153-66. PMID: 33110745; https://doi.org/10.4103/tjo.tjo_53_20.
    » https://doi.org/10.4103/tjo.tjo_53_20
  • 22
    Wong TY, Bandello F. Academic Ophthalmology during and after the COVID-19 Pandemic. Ophthalmology. 2020;127(8):e51-e52. PMID: 32359842; https://doi.org/10.1016/j.ophtha.2020.04.029.
    » https://doi.org/10.1016/j.ophtha.2020.04.029
  • 23
    Kumar A, Agarwal D, Nayak S. Commentary: Improving training in retina in Indian residency programmes. Indian J Ophthalmol. 2019;67(11):1819-20. PMID: 31638040; https://doi.org/10.4103/ijo.IJO_1441_19.
    » https://doi.org/10.4103/ijo.IJO_1441_19
  • 24
    Dos Santos Martins TG, de Azevedo Costa ALF, Martins RV, Schor P. A Teaching Model for the Bruckner Test: Improving Screening for Congenital Cataract. Insight. 2017;42(1):33-4. PMID: 30074692.
  • 25
    Martins TG, Costa ALF, Helene O, et al. Training of direct ophthalmoscopy using models. Clin Teach. 2017;14(6):423-6. PMID: 28401735; https:// doi.org/10.1111/tct.12641.
    » https://doi.org/10.1111/tct.12641
  • 26
    MacIntyre CR. On a knife’s edge of a COVID-19 pandemic: is containment still possible? Public Health Res Pract. 2020;30(1):3012000. PMID: 32152612; https://doi.org/10.17061/phrp3012000.
    » https://doi.org/10.17061/phrp3012000
  • 27
    de Araujo AL, Rados DRV, Szortyka AD, et al. Ophthalmic image acquired by ophthalmologists and by allied health personnel as part of a telemedicine strategy: a comparative study of image quality. Eye (Lond). 2020. PMID: 32555520; https://doi.org/10.1038/ s41433-020-1035-5.
    » https://doi.org/10.1038/s41433-020-1035-5
  • 28
    Rosenbaum L. The coronavirus has created a surge of telemedicine demand. GoodRx now lets consumers compare services. Forbes.com. [Internet] Mar 26, 2020. Available from: https://www.forbes.com/sites/leahrosenbaum/2020/03/26/the-coronavirus-has-created-a-surge-of-telemedicine-demand-goodrx-now-lets-consumers-compare-services/?sh=3dfd048947f5 Accessed in 2021 (Mar 4).
    » https://www.forbes.com/sites/leahrosenbaum/2020/03/26/the-coronavirus-has-created-a-surge-of-telemedicine-demand-goodrx-now-lets-consumers-compare-services/?sh=3dfd048947f5
  • 29
    Saleem SM, Pasquale LR, Sidoti PA, Tsai JC. Virtual Ophthalmology: Telemedicine in a COVID-19 Era. Am J Ophthalmol. 2020;216:237-42. PMID: 32360862; https://doi.org/10.1016/j.ajo.2020.04.029.
    » https://doi.org/10.1016/j.ajo.2020.04.029
  • 30
    Parikh D, Armstrong G, Liou V, Husain D. Advances in Telemedicine in Ophthalmology. Semin Ophthalmol. 2020;35(4):210-5. PMID: 32644878; https://doi.org/10.1080/08820538.2020.1789675..
    » https://doi.org/10.1080/08820538.2020.1789675
  • 31
    Sommer AC, Blumenthal EZ. Telemedicine in ophthalmology in view of the emerging COVID-19 outbreak. Graefes Arch Clin Exp Ophthalmol. 2020;258(11):2341-52. PMID: 32813110; https://doi.org/10.1007/s00417-020-04879-2.
    » https://doi.org/10.1007/s00417-020-04879-2
  • 32
    Khanna RC, Cicinelli MV, Gilbert SS, Honavar SG, Murthy GSV. COVID-19 pandemic: Lessons learned and future directions. Indian J Ophthalmol. 2020;68(5):703-10. PMID: 32317432; https://doi.org/10.4103/ijo. IJO_843_20.
    » https://doi.org/10.4103/ijo.IJO_843_20
  • 33
    Martins TGDS, Costa ALFA. A new way to communicate science in the era of Big Data and citizen science. Einstein (Sao Paulo). 2017;15(4):523. PMID: 29364372; https://doi.org/10.1590/S1679-45082017CE4280.
    » https://doi.org/10.1590/S1679-45082017CE4280
  • 34
    Li JO, Liu H, Ting DSJ, et al. Digital technology, tele-medicine and artificial intelligence in ophthalmology: A global perspective. Prog Retin Eye Res. 2020:100900. PMID: 32898686; https://doi.org/10.1016/j. preteyeres.2020.100900.
    » https://doi.org/10.1016/j.preteyeres.2020.100900
  • 35
    Martins TGDS, Francisco Kuba MC, Martins TGDS. Teaching Ophthalmology for Machines. Open Ophthalmol J. 2018;12:127-9. PMID: 30069266; https://doi.org/10.2174/1874364101812010127.
    » https://doi.org/10.2174/1874364101812010127
  • 36
    Abeler J, Bäcker M, Buermeyer U, Zillessen H. COVID-19 Contact Tracing and Data Protection Can Go Together. JMIR Mhealth Uhealth. 2020;8(4):e19359. PMID: 32294052; https://doi.org/10.2196/19359.
    » https://doi.org/10.2196/19359
  • 37
    Kwon S. COVID-19: Lessons from South Korea. Health System Global. [Internet] 31 March 2020. Available from: https://healthsystemsglobal.org/news/covid-19-lessons-from-south-korea/ Accessed in 2021 (Mar 4).
    » https://healthsystemsglobal.org/news/covid-19-lessons-from-south-korea/
  • 38
    Immuni: Italy’s Coronavirus-tracking App. Leaders League. 21-04-2020. Available from: https://www.leadersleague.com/en/news/immuniitaly-s-coronavirus-tracking-app Accessed in 2021 (Mar 4).
    » https://www.leadersleague.com/en/news/immuniitaly-s-coronavirus-tracking-app
  • 39
    Hope T, Portenoy J, Vasan K, et al. SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific search. bioRxiv. 2020.05.23. 112284. https://doi.org/10.1101/2020.05.23.112284.
    » https://doi.org/10.1101/2020.05.23.112284
  • 40
    Allen Institute for AI. SciSight is a tool for exploring the evolving network of science in the COVID-19 Open Research Dataset, from Semantic Scholar at the Allen Institute for AI. Available from: https://scisight.apps.allenai.org/ Accessed in 2021 (Mar 4)
    » https://scisight.apps.allenai.org/
  • 41
    Babu N, Kohli P, Mishra C, et al. To evaluate the effect of COVID-19 pandemic and national lockdown on patient care at a tertiary-care ophthalmology institute. Indian J Ophthalmol. 2020;68(8):1540-4. PMID: 32709770; https://doi.org/10.4103/ijo.IJO_1673_20.
    » https://doi.org/10.4103/ijo.IJO_1673_20
  • 42
    Ting DSJ, Deshmukh R, Said DG, Dua HS. The impact of COVID-19 pandemic on ophthalmology services: are we ready for the aftermath? Ther Adv Ophthalmol. 2020;12:2515841420964099. PMID: 33283153; https://doi.org/10.1177/2515841420964099.
    » https://doi.org/10.1177/2515841420964099
  • 43
    Khanna RC, Honavar SG, Metla AL, Bhattacharya A, Maulik PK. Psychological impact of COVID-19 on ophthalmologists-in-training and practising ophthalmologists in India. Indian J Ophthalmol. 2020;68(6):994-8. PMID: 32461412; https://doi.org/10.4103/ijo. IJO_1458_20.
    » https://doi.org/10.4103/ijo.IJO_1458_20
  • 44
    Minocha A, Sim SY, Than J, Vakros G. Survey of ophthalmology practitioners in A&E on current COVID-19 guidance at three Major UK Eye Hospitals. Eye (Lond). 2020;34(7):1243-5. PMID: 32265510; https:// doi.org/10.1038/s41433-020-0857-5.
    » https://doi.org/10.1038/s41433-020-0857-5
  • 45
    Ting DSJ, Krause S, Said DG, Dua HS. Psychosocial impact of COVID-19 pandemic lockdown on people living with eye diseases in the UK. Eye (Lond). 2020:1-3. PMID: 32778740; https://doi.org/10.1038/s41433-020-01130-4.
    » https://doi.org/10.1038/s41433-020-01130-4
  • 46
    Kilduff CL, Thomas AA, Dugdill J, et al. Creating the Moorfields’ virtual eye casualty: video consultations to provide emergency teleophthalmology care during and beyond the COVID-19 pandemic. BMJ Health Care Inform. 2020;27(3):e100179. PMID: 32796085; https://doi.org/10.1136/ bmjhci-2020-100179.
    » https://doi.org/10.1136/bmjhci-2020-100179
  • 47
    Kang S, Thomas PBM, Sim DA, et al. Oculoplastic video-based telemedicine consultations: Covid-19 and beyond. Eye (Lond). 2020;34(7):1193-5. PMID: 32398851; https://doi.org/10.1038/s41433-020-0953-6.
    » https://doi.org/10.1038/s41433-020-0953-6
  • 48
    Ting DSJ, Foo VH, Yang LWY, et al. Artificial intelligence for anterior segment diseases: Emerging applications in ophthalmology. Br J Ophthalmol. 2021;105(2):158-68. PMID: 32532762; https://doi.org/10.1136/bjophthalmol-2019-315651.
    » https://doi.org/10.1136/bjophthalmol-2019-315651
  • 49
    Holmberg OG, Köhler ND, Martins T, et al. Self-supervised retinal thickness prediction enables deep learning from unlabelled data to boost classification of diabetic retinopathy. Nat Mach Intell. 2020;2:719-26. https://doi.org/10.1038/s42256-020-00247-1.
    » https://doi.org/10.1038/s42256-020-00247-1
  • 50
    Gunn PJG, Marks JR, Au L, et al. Acceptability and use of glaucoma virtual clinics in the UK: a national survey of clinical leads. BMJ Open Ophthalmol. 2018;3(1):e000127. PMID: 29657981; https://doi.org/10.1136/bmjophth-2017-000127.
    » https://doi.org/10.1136/bmjophth-2017-000127
  • 51
    Silverstein E, Williams JS, Brown JR, Bylykbashi E, Stinnett SS. Teleophthalmology: Evaluation of Phone-based Visual Acuity in a Pediatric Population. Am J Ophthalmol. 2021;221:199-206. PMID: 32791067; https://doi.org/10.1016/j.ajo.2020.08.007.
    » https://doi.org/10.1016/j.ajo.2020.08.007
  • 52
    Eyal N, Lipsitch M, Smith PG. Human Challenge Studies to Accelerate Coronavirus Vaccine Licensure. J Infect Dis. 2020;221(11):1752-6. PMID: 32232474; https://doi.org/10.1093/infdis/jiaa152.
    » https://doi.org/10.1093/infdis/jiaa152
  • 1
    Ludwig-Maximilians-Universität, Munich, Germany
  • Sources of funding: This study was financed in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES) - finance code 001

Publication Dates

  • Publication in this collection
    14 June 2021
  • Date of issue
    Aug-Sep 2021

History

  • Received
    07 Mar 2021
  • Reviewed
    27 Mar 2021
  • Accepted
    05 Apr 2021
Associação Paulista de Medicina - APM APM / Publicações Científicas, Av. Brigadeiro Luís Antonio, 278 - 7º and., 01318-901 São Paulo SP - Brazil, Tel.: +55 11 3188-4310 / 3188-4311, Fax: +55 11 3188-4255 - São Paulo - SP - Brazil
E-mail: revistas@apm.org.br